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• Model-free Representation Learning and Exploration in Low-rank MDPs
  2021 · 12 citations
• Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies
  2020 · 11 citations
• Sample Complexity of Reinforcement Learning using Linearly Combined Model Ensembles
  2019 · 9 citations
• No-regret Exploration in Contextual Reinforcement Learning
  2019 · 8 citations
• Markov Decision Processes with Continuous Side Information
  2017 · 6 citations
• On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL
  2022 · 1 citations
• Off-Context GRPO: Learning to Reason on Hard Problems using Privileged Information
  2026
• Metareasoning in Modular Software Systems: On-the-Fly Configuration using Reinforcement Learning with Rich Contextual Representations
  2019
• Joint Learning-Based Stabilization of Multiple Unknown Linear Systems
  2022